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Philip Pham

Philip Pham

I am currently a software engineer at Waymo, where I apply machine learning to motion planning. Before, I worked in Google Research. My research focused on increasing model capacity and understanding inductive biases of neural networks. Natural language processing (NLP) was the main application area. Previously at Google, I worked on internal web applications. I studied mathematics at Duke University (B.S.) and University of Pennsylvania (M.A.) and statistics at the University of Washington.
Authored Publications
Google Publications
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    Preview abstract This paper proposes Omnidirectional Representations from Transformers (\textsc{OmniNet}). In OmniNet, instead of maintaing a strictly horizontal receptive field, each token is allowed to attend to all tokens in the entire network. This process can also be interpreted as a form of extreme or intensive attention mechanism that has the receptive field of the entire width and depth of the network. To this end, the omnidirection attention is learned via a meta-learner, which is essentially another self-attention based model. In order to mitigate the computationally expensive costs of full receptive field attention, we leverage efficient self-attention models such as kernel-based \cite{choromanski2020rethinking}, low-rank attention \cite{wang2020linformer} and/or Big Bird \cite{zaheer2020big} as the meta-learner. We conduct extensive experiments on autoregressive language modeling (LM1B, C4), Machine Translation, Long Range Arena (LRA) and Image Recognition, showing that OmniNet not only achieves considerable improvements when equipped with both sequence-based (1D) Transformers but also on image recognition (finetuning and few shot learning) tasks. OmniNet also achieves state-of-the-art performance on LM1B, WMT'14 En-De/En-Fr and Long Range Arena. View details
    ReadTwice: Reading Very Large Documents with Memories
    Yury Zemlyanskiy
    Joshua Ainslie
    Michiel de Jong
    Ilya Eckstein
    Proceedings of NAACL (2021) (to appear)
    Preview abstract Knowledge-intensive tasks such as question answering often require assimilating information from different sections of large inputs, like books or collections of articles. We propose ReadTwice, a simple and effective approach to combine the advantages of existing approaches that modify Transformers to model long-range dependencies. The main idea is to read smaller segments of the text and summarize them into a memory table to be used in a second read of the text. We show that the model outperforms models of comparable size on several QA datasets and sets the state of the art on the challenging NarrativeQA dataset which asks questions about entire books. View details
    Preview abstract Transformers do not scale very well to long sequence lengths largely because of quadratic self-attention complexity. In the recent months, a wide spectrum of efficient, fast Transformers have been proposed to tackle this problem, more often than not claiming superior or comparable performance to vanilla Transformer models. To this date, there is no well-established consensus on how to evaluate this class of models. Moreover, inconsistent benchmarking on a wide spectrum of tasks and datasets makes it difficult to assess relative performance amongst many models. This paper proposes a systematic and unified benchmark, LRA a benchmark specifically focused on evaluating model quality under long-context scenarios. Our benchmark is a suite of tasks consisting of sequences ranging from $1K$ to $16K$ tokens, encompassing a wide range of data types and modalities such as text, natural and synthetic images, and mathematical expressions requiring similarity, structural and visual-spatial reasoning. We systematically evaluate ten well established long-range Transformer models (Reformers, Linformers, Linear Transformers, Sinkhorn Transformers, Performers, Synthesizers, Sparse Transformers and Longformers) on our newly proposed benchmark suite. LRA paves the way towards better understanding this class of efficient Transformer models, facilitates more research in this direction, and presents new challenging tasks to tackle. View details
    Preview abstract We present Neural Structured Learning (NSL) in TensorFlow, a new learning paradigm to train neural networks by leveraging structured signals in addition to feature inputs. Structure can be explicit as represented by a graph, or implicit, either induced by adversarial perturbation or inferred using techniques like embedding learning. NSL is open-sourced as part of the TensorFlow ecosystem and is widely used in Google across many products and services. In this tutorial, we provide an overview of the NSL framework including various libraries, tools, and APIs as well as demonstrate the practical use of NSL in different applications. The NSL website is hosted at www.tensorflow.org/neural_structured_learning, which includes details about the theoretical foundations of the technology, extensive API documentation, and hands-on tutorials. View details
    Preview abstract Transformers-based models, such as BERT, have been one of the most successful deep learning models for NLP. Unfortunately, one of their core limitations is the quadratic dependency (in terms of memory mainly) on the sequence length due to their full attention mechanism. To remedy this, we propose, \emph{BigBird}, a sparse attention mechanism that reduces this quadratic dependency to linear. We show that \emph{BigBird} is a universal approximator of sequence functions and is Turing complete, thereby preserving these properties of the quadratic, full attention model. Along the way, our theoretical analysis demonstrates the need for having an O(1) global tokens, such as CLS, that attend to the entire sequence as part of the sparse attentions. We show that the proposed sparse attention can handle sequences of length up to 8x of what was previously possible using similar hardware. As a consequence of the capability to handle longer context, \emph{BigBird} drastically improves performance on various NLP tasks such as question answering. View details
    Preview abstract As machine learning has become more and more integrated into our businesses and lifestyles, researchers have begun to recognize the necessity of ensuring machine learning systems are fair. Recently, there has been an interest in defining a notion of fairness that mitigates over-representation in traditional clustering. In this paper we extend this notion to hierarchical clustering, where the goal is to recursively partition the data to optimize a certain objective~\cite{dasgupta}. For various natural objectives, we obtain simple, efficient algorithms to find a provably good fair hierarchical clustering. Empirically, we show that our algorithms can find a fair hierarchical clustering, surprisingly, with only a negligible loss in the objective. View details
    ETC: Encoding Long and Structured Inputs in Transformers
    Anirudh Ravula
    Joshua Ainslie
    Qifan Wang
    Vaclav Cvicek
    2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020)
    Preview abstract Transformer models have advanced the state of the art in many NLP tasks. In this paper, we present a new Transformer architecture, Extended Transformer Construction (ETC), that addresses two key limitations of existing architectures, namely: scaling input length, and ingesting structured inputs. The main innovation is a new global-local attention mechanism between a global memory and the input tokens, which allows scaling attention to longer inputs. We show that combining global-local attention with relative position encodings and a Contrastive Predictive Coding (CPC) pre-training task allows ETC to naturally handle structured data. We achieve new state-of-the-art results on two natural language datasets requiring long and/or structured inputs. View details
    The Perils of Balance Testing in Experimental Design: Messy Analyses of Clean Data
    Diana C. Mutz
    Robin Pemantle
    The American Statistician, vol. 73 (2019), pp. 32-42
    Drosophila Muller F Elements Maintain a Distinct Set of Genomic Properties Over 40 Million Years of Evolution
    Wilson Leung
    Christopher D. Shaffer
    Laura K. Reed
    Sheryl T. Smith
    William Barshop
    William Dirkes
    Matthew Dothager
    Paul Lee
    Jeannette Wong
    David Xiong
    Han Yuan
    James E. J. Bedard
    Joshua F. Machone
    Seantay D. Patterson
    Amber L. Price
    Bryce A. Turner
    Srebrenka Robic
    Erin K. Luippold
    Shannon R. McCartha
    Tezin A. Walji
    Chelsea A. Walker
    Kenneth Saville
    Marita K. Abrams
    Andrew R. Armstrong
    William Armstrong
    Robert J. Bailey
    Chelsea R. Barberi
    Lauren R. Beck
    Amanda L. Blaker
    Christopher E. Blunden
    Jordan P. Brand
    Ethan J. Brock
    Dana W. Brooks
    Marie Brown
    Sarah C. Butzler
    Eric M. Clark
    Nicole B. Clark
    Ashley A. Collins
    Rebecca J. Cotteleer
    Peterson R. Cullimore
    Seth G. Dawson
    Carter T. Docking
    Sasha L. Dorsett
    Grace A. Dougherty
    Kaitlyn A. Downey
    Andrew P. Drake
    Erica K. Earl
    Trevor G. Floyd
    Joshua D. Forsyth
    Jonathan D. Foust
    Spencer L. Franchi
    James F. Geary
    Cynthia K. Hanson
    Taylor S. Harding
    Cameron B. Harris
    Jonathan M. Heckman
    Heather L. Holderness
    Nicole A. Howey
    Dontae A. Jacobs
    Elizabeth S. Jewell
    Maria Kaisler
    Elizabeth A. Karaska
    James L. Kehoe
    Hannah C. Koaches
    Jessica Koehler
    Dana Koenig
    Alexander J. Kujawski
    Jordan E. Kus
    Jennifer A. Lammers
    Rachel R. Leads
    Emily C. Leatherman
    Rachel N. Lippert
    Gregory S. Messenger
    Adam T. Morrow
    Victoria Newcomb
    Haley J. Plasman
    Stephanie J. Potocny
    Michelle K. Powers
    Rachel M. Reem
    Jonathan P. Rennhack
    Katherine R. Reynolds
    Lyndsey A. Reynolds
    Dong K. Rhee
    Allyson B. Rivard
    Adam J. Ronk
    Meghan B. Rooney
    Lainey S. Rubin
    Luke R. Salbert
    Rasleen K. Saluja
    Taylor Schauder
    Allison R. Schneiter
    Robert W. Schulz
    Karl E. Smith
    Sarah Spencer
    Bryant R. Swanson
    Melissa A. Tache
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    Amanda K. Tilot
    Eve VanEck
    Matthew M. Villerot
    Megan B. Vylonis
    David T. Watson
    Juliana A. Wurzler
    Lauren M. Wysocki
    Monica Yalamanchili
    Matthew A. Zaborowicz
    Julia A. Emerson
    Carlos Ortiz
    Frederic J. Deuschle
    Lauren A. DiLorenzo
    Katie L. Goeller
    Christopher R. Macchi
    Sarah E. Muller
    Brittany D. Pasierb
    Joseph E. Sable
    Jessica M. Tucci
    Marykathryn Tynon
    David A. Dunbar
    Levent H. Beken
    Alaina C. Conturso
    Benjamin L. Danner
    Gabriella A. DeMichele
    Justin A. Gonzales
    Maureen S. Hammond
    Colleen V. Kelley
    Elisabeth A. Kelly
    Danielle Kulich
    Catherine M. Mageeney
    Nikie L. McCabe
    Alyssa M. Newman
    Lindsay A. Spaeder
    Richard A. Tumminello
    Dennis Revie
    Jonathon M. Benson
    Michael C. Cristostomo
    Paolo A. DaSilva
    Katherine S. Harker
    Jenifer N. Jarrell
    Luis A. Jimenez
    Brandon M. Katz
    William R. Kennedy
    Kimberly S. Kolibas
    Mark T. LeBlanc
    Trung T. Nguyen
    Daniel S. Nicolas
    Melissa D. Patao
    Shane M. Patao
    Bryan J. Rupley
    Bridget J. Sessions
    Jennifer A. Weaver
    Anya L. Goodman
    Erica L. Alvendia
    Shana M. Baldassari
    Ashley S. Brown
    Ian O. Chase
    Maida Chen
    Scott Chiang
    Avery B. Cromwell
    Ashley F. Custer
    Tia M. DiTommaso
    Jad El-Adaimi
    Nora C. Goscinski
    Ryan A. Grove
    Nestor Gutierrez
    Raechel S. Harnoto
    Heather Hedeen
    Emily L. Hong
    Barbara L. Hopkins
    Vilma F. Huerta
    Colin Khoshabian
    Kristin M. LaForge
    Cassidy T. Lee
    Benjamin M. Lewis
    Anniken M. Lydon
    Brian J. Maniaci
    Ryan D. Mitchell
    Elaine V. Morlock
    William M. Morris
    Priyanka Naik
    Nicole C. Olson
    Jeannette M. Osterloh
    Marcos A. Perez
    Jonathan D. Presley
    Matt J. Randazzo
    Melanie K. Regan
    Franca G. Rossi
    Melanie A. Smith
    Eugenia A. Soliterman
    Ciani J. Sparks
    Danny L. Tran
    Tiffany Wan
    Anne A. Welker
    Jeremy N. Wong
    Aparna Sreenivasan
    Jim Youngblom
    Andrew Adams
    Justin Alldredge
    Ashley Bryant
    David Carranza
    Alyssa Cifelli
    Kevin Coulson
    Calise Debow
    Noelle Delacruz
    Charlene Emerson
    Cassandra Farrar
    Don Foret
    Edgar Garibay
    John Gooch
    Michelle Heslop
    Sukhjit Kaur
    Ambreen Khan
    Van Kim
    Travis Lamb
    Peter Lindbeck
    Gabi Lucas
    Elizabeth Macias
    Daniela Martiniuc
    Lissett Mayorga
    Joseph Medina
    Nelson Membreno
    Shady Messiah
    Lacey Neufeld
    San Francisco Nguyen
    Zachary Nichols
    George Odisho
    Daymon Peterson
    Laura Rodela
    Priscilla Rodriguez
    Vanessa Rodriguez
    Jorge Ruiz
    Will Sherrill
    Valeria Silva
    Jeri Sparks
    Geeta Statton
    Ashley Townsend
    Isabel Valdez
    Mary Waters
    Kyle Westphal
    Stacey Winkler
    Joannee Zumkehr
    Randall J. DeJong
    Arlene J. Hoogewerf
    Cheri M. Ackerman
    Isaac O. Armistead
    Lara Baatenburg
    Matthew J. Borr
    Lindsay K. Brouwer
    Brandon J. Burkhart
    Kelsey T. Bushhouse
    Lejla Cesko
    Tiffany Y. Y. Choi
    Heather Cohen
    Amanda M. Damsteegt
    Jess M. Darusz
    Cory M. Dauphin
    Yelena P. Davis
    Emily J. Diekema
    Melissa Drewry
    Michelle E. M. Eisen
    Hayley M. Faber
    Katherine J. Faber
    Elizabeth Feenstra
    Isabella T. Felzer-Kim
    Brandy L. Hammond
    Jesse Hendriksma
    Milton R. Herrold
    Julia A. Hilbrands
    Emily J. Howell
    Sarah A. Jelgerhuis
    Timothy R. Jelsema
    Benjamin K. Johnson
    Kelly K. Jones
    Anna Kim
    Ross D. Kooienga
    Erika E. Menyes
    Eric A. Nollet
    Brittany E. Plescher
    Lindsay Rios
    Jenny L. Rose
    Allison J. Schepers
    Geoff Scott
    Joshua R. Smith
    Allison M. Sterling
    Jenna C. Tenney
    Chris Uitvlugt
    Rachel E. VanDyken
    Marielle VanderVennen
    Samantha Vue
    Nighat P. Kokan
    Kwabea Agbley
    Sampson K. Boham
    Daniel Broomfield
    Kayla Chapman
    Ali Dobbe
    Ian Dobbe
    William Harrington
    Marwan Ibrahem
    Andre Kennedy
    Chad A. Koplinsky
    Cassandra Kubricky
    Danielle Ladzekpo
    Claire Pattison
    Roman E. Ramirez
    Lucia Wande
    Sarah Woehlke
    Matthew Wawersik
    Elizabeth Kiernan
    Jeffrey S. Thompson
    Roxanne Banker
    Justina R. Bartling
    Chinmoy I. Bhatiya
    Anna L. Boudoures
    Lena Christiansen
    Daniel S. Fosselman
    Kristin M. French
    Ishwar S. Gill
    Jessen T. Havill
    Jaelyn L. Johnson
    Lauren J. Keny
    John M. Kerber
    Bethany M. Klett
    Christina N. Kufel
    Francis J. May
    Jonathan P. Mecoli
    Callie R. Merry
    Lauren R. Meyer
    Emily G. Miller
    Gregory J. Mullen
    Katherine C. Palozola
    Jacob J. Pfeil
    Jessica G. Thomas
    Evan M. Verbofsky
    Eric P. Spana
    Anant Agarwalla
    Julia Chapman
    Ben Chlebina
    Insun Chong
    I.N. Falk
    John D. Fitzgibbons
    Harrison Friedman
    Osagie Ighile
    Andrew J. Kim
    Kristin A. Knouse
    Faith Kung
    Danny Mammo
    Chun Leung Ng
    Vinayak S. Nikam
    Diana Norton
    Jessica W. Polk
    Shreya Prasad
    Helen Rankin
    Camille D. Ratliff
    Victoria Scala
    Nicholas U. Schwartz
    Jessica A. Shuen
    Amy Xu
    Thomas Q. Xu
    Yi Zhang
    Anne G. Rosenwald
    Martin G. Burg
    Stephanie J. Adams
    Morgan Baker
    Bobbi Botsford
    Briana Brinkley
    Carter Brown
    Shadie Emiah
    Erica Enoch
    Chad Gier
    Alyson Greenwell
    Lindsay Hoogenboom
    Jordan E. Matthews
    Mitchell McDonald
    Amanda Mercer
    Nicholaus Monsma
    Kristine Ostby
    Alen Ramic
    Devon Shallman
    Matthew Simon
    Eric Spencer
    Trisha Tomkins
    Pete Wendland
    Anna Wylie
    Michael J. Wolyniak
    Gregory M. Robertson
    Samuel I. Smith
    Justin R. DiAngelo
    Eric D. Sassu
    Satish C. Bhalla
    Karim A. Sharif
    Tenzin Choeying
    Jason S. Macias
    Fareed Sanusi
    Karvyn Torchon
    April E. Bednarski
    Consuelo J. Alvarez
    Kristen C. Davis
    Carrie A. Dunham
    Alaina J. Grantham
    Amber N. Hare
    Jennifer Schottler
    Zackary W. Scott
    Gary A. Kuleck
    Nicole S. Yu
    Marian M. Kaehler
    Jacob Jipp
    Paul J. Overvoorde
    Elizabeth Shoop
    Olivia Cyrankowski
    Betsy Hoover
    Matt Kusner
    Devry Lin
    Tijana Martinov
    Jonathan Misch
    Garrett Salzman
    Holly Schiedermayer
    Michael Snavely
    Stephanie Zarrasola
    Susan Parrish
    Atlee Baker
    Alissa Beckett
    Carissa Belella
    Julie Bryant
    Turner Conrad
    Adam Fearnow
    Carolina Gomez
    Robert A. Herbstsomer
    Sarah Hirsch
    Christen Johnson
    Melissa Jones
    Rita Kabaso
    Eric Lemmon
    Carolina Marques dos Santos Vieira
    Darryl McFarland
    Christopher McLaughlin
    Abbie Morgan
    Sepo Musokotwane
    William Neutzling
    Jana Nietmann
    Christina Paluskievicz
    Jessica Penn
    Emily Peoples
    Caitlin Pozmanter
    Emily Reed
    Nichole Rigby
    Lasse Schmidt
    Micah Shelton
    Rebecca Shuford
    Tiara Tirasawasdichai
    Blair Undem
    Damian Urick
    Kayla Vondy
    Bryan Yarrington
    Todd T. Eckdahl
    Jeffrey L. Poet
    Alica B. Allen
    John E. Anderson
    Jason M. Barnett
    Jordan S. Baumgardner
    Adam D. Brown
    Jordan E. Carney
    Ramiro A. Chavez
    Shelbi L. Christgen
    Jordan S. Christie
    Andrea N. Clary
    Michel A. Conn
    Kristen M. Cooper
    Matt J. Crowley
    Samuel T. Crowley
    Jennifer S. Doty
    Brian A. Dow
    Curtis R. Edwards
    Darcie D. Elder
    John P. Fanning
    Bridget M. Janssen
    Anthony K. Lambright
    Curtiss E. Lane
    Austin B. Limle
    Tammy Mazur
    Marly R. McCracken
    Alexa M. McDonough
    Amy D. Melton
    Phillip J. Minnick
    Adam E. Musick
    William H. Newhart
    Joseph W. Noynaert
    Bradley J. Ogden
    Michael W. Sandusky
    Samantha M. Schmuecker
    Anna L. Shipman
    Anna L. Smith
    Kristen M. Thomsen
    Matthew R. Unzicker
    William B. Vernon
    Wesley W. Winn
    Dustin S. Woyski
    Xiao Zhu
    Chunguang Du
    Caitlin Ament
    Soham Aso
    Laura Simone Bisogno
    Jason Caronna
    Nadezhda Fefelova
    Lenin Lopez
    Lorraine Malkowitz
    Jonathan Marra
    Daniella Menillo
    Ifeanyi Obiorah
    Eric Nyabeta Onsarigo
    Shekerah Primus
    Mahdi Soos
    Archana Tare
    Ameer Zidan
    Christopher J. Jones
    Todd Aronhalt
    James M. Bellush
    Christa Burke
    Steve DeFazio
    Benjamin R. Does
    Todd D. Johnson
    Nicholas Keysock
    Nelson H. Knudsen
    James Messler
    Kevin Myirski
    Jade Lea Rekai
    Ryan Michael Rempe
    Michael S. Salgado
    Erica Stagaard
    Justin R. Starcher
    Andrew W. Waggoner
    Anastasia K. Yemelyanova
    Amy T. Hark
    Anne Bertolet
    Cyrus E. Kuschner
    Kesley Parry
    Michael Quach
    Lindsey Shantzer
    Mary E. Shaw
    Mary A. Smith
    Omolara Glenn
    Portia Mason
    Charlotte Williams
    S. Catherine Silver Key
    Tyneshia C. P. Henry
    Ashlee G. Johnson
    Jackie X. White
    Adam Haberman
    Sam Asinof
    Kelly Drumm
    Trip Freeburg
    Nadia Safa
    Darrin Schultz
    Yakov Shevin
    Petros Svoronos
    Tam Vuong
    Jules Wellinghoff
    Laura L. M. Hoopes
    Kim M. Chau
    Alyssa Ward
    E. Gloria C. Regisford
    LaJerald Augustine
    Brionna Davis-Reyes
    Vivienne Echendu
    Jasmine Hales
    Sharon Ibarra
    Lauriaun Johnson
    Steven Ovu
    John M. Braverman
    Thomas J. Bahr
    Nicole M. Caesar
    Christopher Campana
    Daniel W. Cassidy
    Peter A. Cognetti
    Johnathan D. English
    Matthew C. Fadus
    Cameron N. Fick
    Philip J. Freda
    Bryan M. Hennessy
    Kelsey Hockenberger
    Jennifer K. Jones
    Jessica E. King
    Christopher R. Knob
    Karen J. Kraftmann
    Linghui Li
    Lena N. Lupey
    Carl J. Minniti
    Thomas F. Minton
    Joseph V. Moran
    Krishna Mudumbi
    Elizabeth C. Nordman
    William J. Puetz
    Lauren M. Robinson
    Thomas J. Rose
    Edward P. Sweeney
    Ashley S. Timko
    Don W. Paetkau
    Heather L. Eisler
    Megan E. Aldrup
    Jessica M. Bodenberg
    Mara G. Cole
    Kelly M. Deranek
    Megan DeShetler
    Rose M. Dowd
    Alexandra K. Eckardt
    Sharon C. Ehret
    Jessica Fese
    Amanda D. Garrett
    Anna Kammrath
    Michelle L. Kappes
    Morgan R. Light
    Anne C. Meier
    Allison O’Rouke
    Mallory Perella
    Kimberley Ramsey
    Jennifer R. Ramthun
    Mary T. Reilly
    Deirdre Robinett
    Nadine L. Rossi
    Mary Grace Schueler
    Emma Shoemaker
    Kristin M. Starkey
    Ashley Vetor
    Abby Vrable
    Vidya Chandrasekaran
    Christopher Beck
    Kristen R. Hatfield
    Douglas A. Herrick
    Christopher B. Khoury
    Charlotte Lea
    Christopher A. Louie
    Shannon M. Lowell
    Thomas J. Reynolds
    Jeanine Schibler
    Alexandra H. Scoma
    Maxwell T. Smith-Gee
    Sarah Tuberty
    Christopher D. Smith
    Jane E. Lopilato
    Jeanette Hauke
    Jennifer A. Roecklein-Canfield
    Maureen Corrielus
    Hannah Gilman
    Stephanie Intriago
    Amanda Maffa
    Sabya A. Rauf
    Katrina Thistle
    Melissa Trieu
    Jenifer Winters
    Bib Yang
    Charles R. Hauser
    Tariq Abusheikh
    Yara Ashrawi
    Pedro Benitez
    Lauren R. Boudreaux
    Megan Bourland
    Miranda Chavez
    Samantha Cruz
    GiNell Elliott
    Jesse R. Farek
    Sarah Flohr
    Amanda H. Flores
    Chelsey Friedrichs
    Zach Fusco
    Zane Goodwin
    Eric Helmreich
    John Kiley
    John Mark Knepper
    Christine Langner
    Megan Martinez
    Carlos Mendoza
    Monal Naik
    Andrea Ochoa
    Nicolas Ragland
    England Raimey
    Sunil Rathore
    Evangelina Reza
    Griffin Sadovsky
    Marie-Isabelle B. Seydoux
    Jonathan E. Smith
    Anna K. Unruh
    Vicente Velasquez
    Matthew W. Wolski
    Yuying Gosser
    Shubha Govind
    Nicole Clarke-Medley
    Leslie Guadron
    Dawn Lau
    Alvin Lu
    Cheryl Mazzeo
    Mariam Meghdari
    Simon Ng
    Brad Pamnani
    Olivia Plante
    Yuki Kwan Wa Shum
    Roy Song
    Diana E. Johnson
    Mai Abdelnabi
    Alexi Archambault
    Norma Chamma
    Shailly Gaur
    Deborah Hammett
    Adrese Kandahari
    Guzal Khayrullina
    Sonali Kumar
    Samantha Lawrence
    Nigel Madden
    Max Mandelbaum
    Heather Milnthorp
    Shiv Mohini
    Roshni Patel
    Sarah J. Peacock
    Emily Perling
    Amber Quintana
    Michael Rahimi
    Kristen Ramirez
    Rishi Singhal
    Corinne Weeks
    Tiffany Wong
    Aubree T. Gillis
    Zachary D. Moore
    Christopher D. Savell
    Reece Watson
    Stephanie F. Mel
    Arjun A. Anilkumar
    Paul Bilinski
    Rostislav Castillo
    Michael Closser
    Nathalia M. Cruz
    Tiffany Dai
    Giancarlo F. Garbagnati
    Lanor S. Horton
    Dongyeon Kim
    Joyce H. Lau
    James Z. Liu
    Sandy D. Mach
    Thu A. Phan
    Yi Ren
    Kenneth E. Stapleton
    Jean M. Strelitz
    Ray Sunjed
    Joyce Stamm
    Morgan C. Anderson
    Bethany Grace Bonifield
    Daniel Coomes
    Adam Dillman
    Elaine J. Durchholz
    Antoinette E. Fafara-Thompson
    Meleah J. Gross
    Amber M. Gygi
    Lesley E. Jackson
    Amy Johnson
    Zuzana Kocsisova
    Joshua L. Manghelli
    Kylie McNeil
    Michael Murillo
    Kierstin L. Naylor
    Jessica Neely
    Emmy E. Ogawa
    Ashley Rich
    Anna Rogers
    J. Devin Spencer
    Kristina M. Stemler
    Allison A. Throm
    Matt Van Camp
    Katie Weihbrecht
    T. Aaron Wiles
    Mallory A. Williams
    Matthew Williams
    Kyle Zoll
    Cheryl Bailey
    Leming Zhou
    Darla M. Balthaser
    Azita Bashiri
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